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Association of diabetes with outcomes in patients undergoing contemporary percutaneous coronary intervention: Pre-specified subgroup analysis from the randomized GLOBAL LEADERS study

2020· article· en· W2999271152 on OpenAlex
Ply Chichareon, Rodrigo Modolo, Norihiro Kogame, Kuniaki Takahashi, Chun‐Chin Chang, Mariusz Tomaniak, Roberto Botelho, Éric Eeckhout, Sjoerd H. Hofma, Diana Trendafilova‐Lazarova, Zsolt Kőszegi, Andrés Íñiguez, Joanna J. Wykrzykowska, Jan J. Piek, Scot Garg, Christian W. Hamm, Philippe Gabríel Steg, Peter Jüni, Pascal Vranckx, Marco Valgimigli, Stephan Windecker, Yoshinobu Onuma, Patrick W. Serruys

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueAtherosclerosis · 2020
Typearticle
Languageen
FieldMedicine
TopicAntiplatelet Therapy and Cardiovascular Diseases
Canadian institutionsUniversity of TorontoSt. Michael's Hospital
FundersServierBiosensors International GroupMedicines CompanyAbbott LaboratoriesMedicureAstraZenecaCSL BehringNovartisTerumoBiotronikBayerAmgenPfizerPhilips
KeywordsMedicinePercutaneous coronary interventionConventional PCIClinical endpointHazard ratioMyocardial infarctionInternal medicineType 2 diabetesDiabetes mellitusStentCardiologyConfidence intervalDrug-eluting stentRandomized controlled trialEndocrinology

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.068
Threshold uncertainty score0.511

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.241
Teacher spread0.220 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it